2026
10,780 articles · 136 days · 10 categories · avg 79 per day
Anthropic: junior share of hires fell from 27% to 9%, while agent hours outpaced human hours 6x
Anthropic studied its own workforce: the junior share of technical hires fell from 27% to 9%, and interactive agents logged 6x more hours than employees by August.
TokenGate speeds up LLM prefill by up to 11.3x with learnable token pruning
Liana Patel, Rishabh Ranjan, Ion Stoica, Matei Zaharia, and Carlos Guestrin of UC Berkeley have introduced TokenGate to accelerate prefill in LLMs. The mechanism…
Vercel sets deadlines for vendors: static keys must go by 2027
Vercel surveyed 1,000+ SaaS vendors: only 8.4% support secure authentication. From November 30, its marketplace will flag "Not secure" listings; from January 2027…
Naive RAG Beat Agentic Memory Systems in Six of Seven Tests
AgentVQA Tests 22 VLMs on Agentic Tasks: The Best Scores Just 58.5%
Cola2 beats Llama-3-8B on HellaSwag with 43 times fewer tokens
Verus-Insight Teaches an AI Video Detector to Find Artifacts and Prove Its Verdicts
AnyGameRenderer Dresses Gray AI Prototypes in Real Graphics and Keeps 62.9% of Units Intact
A generative renderer built on the 33B MiniMax-H3 model turns blockouts from AI-agent games into polished video; temporal entity match rose from 50.9% to 62.9%.
Claude Proves Safety of 123 Libraries at the RISC-V Machine-Code Level
Anthropic and Theorem used Claude to formally verify 239 entry points across 123 open-source libraries: about 180M lines of proofs, plus bugs that fuzzing missed.
Anthropic opens a call for life sciences researchers: 8–12 weeks with Claude, free of charge
Anthropic Hands Agent Skills Standard to AAIF: 1 Million Skills, 280 Million Installs
Cohere launches attested confidential inference on H100 GPUs in Azure
Cohere Labs Tested AI With Riddles: 100+ Authors From 50 Countries Found Cultural Gaps
HiSTEVE 1.0 Plays Minecraft With a Mouse and Keyboard: 85.0% on MineStudio Bench
VLA agent HiSTEVE 1.0 completes long Minecraft tasks with no API and no hidden game state: 85.0% on MineStudio Bench, 37.4% on OpenHA, and an iron pickaxe from…
Dual Exam: GPT 6 Astra Scores 31.3 Among Multimodal Agents
Over 80 authors built Dual Exam, which tests agents and world models separately. GPT 6 Astra leads with 31.3; a 150-case combined pilot had zero successes.
DISC Learns to Combine Time-Series Similarity Metrics and Predict Transfer Success
DISC, a new learnable framework, calibrates and combines dataset similarity metrics for time series to estimate in advance how well a forecast will transfer from a…
NVIDIA open-sources Flora: robot data labeling 125 times cheaper than GPT-6 Astra
G-Retriever's Graph Token Turns Out to Be a Dud: Cosine Similarity of 0.985–0.998
OPTIC compresses Gemma 4 E4B's per-layer embeddings 100x while keeping 97.8% of quality
HiP3R assembles 3D scenes from thousands of video frames without retraining models
Nestor: nested sparsity in attention beats MoE at equal compute
Tianzhe Chu, Druv Pai, and Yi Ma propose the Nestor transformer: attention sparsity nests inside MoE, delivering gains at equal compute and in continual pretraining.
A 17-million-parameter encoder picks the right tool in 14ms on CPU
Tardelli Stekel has released six open encoders ranging from 17M to 1B parameters for closed-set selection. The 68M and 150M models beat the 435M DeBERTa-v3 by 4.9…
System Prompt Ablation: How I Shrank My Claude Code Config from 19,736 to 3,585 Lines Without Losing Quality
32.5 Million ₽ a Year for 300 People: How We Quantified the Real Economics of AI Adoption at a Company
Anthropic: Claude Designed 318 484 Proteins in 64 Hours, and 17 Passed Lab Validation
CAS Institute of Software and Kuaishou Build First Benchmark for LLM User Simulation
Lafa, an 8B-parameter model, speeds up text generation by 2.54x without sacrificing quality
Researchers have introduced Lafa, an 8-billion-parameter streaming generation model that generates text 2.54 times faster than conventional models without losing…
EvaOmni Benchmark Tests 24 Omni Models: Leader Scores 79.4% Accuracy, but Only 35.1% on Grounding
EvaOmni requires models to give an answer plus the time intervals of their evidence. Leader Gemini3.7-Flash hit 79.4% accuracy, but its B.G. fell to 12.3% on the…
Video-Point Model Predicts Multi-Camera Video and 3D Point Trajectories
Video-Point Model predicts future video from any viewpoint, plus 3D trajectories of scene points. Point supervision improves video quality and robot manipulation…
Vercel Releases durable-harness for Fault-Tolerant AI Agent Execution in the Cloud
TARSphere Tests MLLM-Powered Robots Across 360 Episodes in 30 Scenes
Agent Mosaic: LLM Agents Assemble Secrets From Harmless Documents in 7% of Responses
